From Raw Data to Real-World Impact
SentiMetrix helps teams validate ideas, extract insight from complex data, and build production-ready AI-enabled software.
We combine machine learning expertise with full-stack engineering and thoughtful UI/UX to support research, healthcare, and technology organizations at every stage. Whether you’re exploring the feasibility of a new project or preparing to deploy at scale, we’re here to support you.
Machine Learning Services
Every service described below can include ML model development, integration, or optimization, whether you are validating an idea, building a product, or scaling a platform.
Machine Learning is embedded across everything we do.
Strategy & Validation
Technical Feasibility Assessment. De-risk your investment early. Our team can conduct proof–of-concept development, data readiness assessments, and architecture planning to help you move forward with confidence.
Harden Your Technical Planning and Prototype Documentation. Meet the stringent requirements of review teams as you develop your technology. Whether you’re describing your pilot project, preparing your SBIR proposal, submitting materials to your institutional review board, or sharing your data room with prospective investors, our team will help ensure that your technology documentation is tight and ready to go.
AI & Data Intelligence
AI-Driven Feature Development. Enhance your technology with powerful, intelligent product features to assist with everything from analytics and automation to decision support. Our team will design, train, refine, and integrate machine-learning models so you can produce the quality of services your customers have come to expect.
Gain Insight from Raw Data. Our team will help you design robust data pipelines that turn raw inputs into clear, actionable insights through analytics, metrics, and intuitive visualizations.
Part-Time Machine-Learning Team. We’ll be in your court as you build your next AI-ready prototype, helping you to select your model, integrate your systems, validate and deploy your prototype.
Product & Platform Engineering
Cross-Platform Desktop Application Development. Our team of developers can help you build the secure, high-performing desktop applications for macOS, Windows, and Linux you need to meet customer expectations.
Full-Stack Web Application Development. We understand the complexities of building end-to-end web applications designed for scalability and maintainability and can help with all elements, including frontend, backend, authentication, databases, and hosting.
Product Licensing and Distribution Infrastructure. Don’t get tripped up by all the little details. Our team can help you navigate the complicated maze of design and implementation licensing, activation, entitlement, and distribution systems to support commercial software delivery.
Cloud & API Infrastructure
Cloud Services for Developers and End Users. Let us help you design and deploy modern cloud infrastructure. Our team will guide you through CI/CD pipelines, microservices, serverless backends, scalable storage, and production environments to meet your growing needs.
Public API Design and Implementation. Unleash the power of your solution through secure, well-documented APIs that enable integrations, automation, and partner ecosystems.
UI / UX for Intelligent Systems
Interactive Data Visualization. Our team will design and build interfaces to make your complex datasets intuitive, explorable, and actionable.
UI/UX for Machine-Learning Systems. Enhance how your users interact with complex Machine-Learning models. Our specialized team will help you build user interfaces that facilitate human-in-the-loop workflows, explainability, and trust-focused design.
Custom Internal UI Libraries. Accelerate development and improve consistency across products through reusable, brand-consistent UI components.
Hybrid AI Systems and LLM Integration
Modern AI systems increasingly combine foundation models with specialized machine-learning components. SentiMetrix helps you design a hybrid architecture that integrates LLM-based reasoning with domain-specific perception and analytics, including video, sensor, and behavior data. This includes:
Integration of specialized ML models with LLM workflows
Multimodal systems combining language, vision, and structured data
Architectures supporting agent-based orchestration without dependence on specific frameworks
Conversion of complex data (eg. video, time series) into formats suitable for retrieval-augmented and decision-support systems
Deployment patterns supporting cloud, on-premise, and regulated environments.
Applied Capabilities and Prior Systems
Applied Health & Behavioral AI
Automated functional mobility and physical activity assessment using video-based analysis
Clinical decision support systems integrating video, text, and structured data
Behavioral signal detection using NLP, including emotion-related (affective) and cognitive markers
Sentiment and emotion analysis for research and applied analytics
Predictive & Analytical Systems
Predictive modeling and forecasting for longitudinal and population-level data
Analytics frameworks supporting trend detection, risk stratification, and outcome monitoring
Modular, extensible system architectures designed for evolving requirements
API- and workflow-based integration across platforms and data sources
Architecture & Integration
Research-Driven Development
SBIR-funded AI research and translational system development
Support for feasibility studies, pilot deployments, and external validation
